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The Utility Indifference Price of the Defaultable Bond … Hu.pdf · Ito^ lemma, we can prove the...
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Outline Introduction Problem Formulation Viscosity Solution Numerical Results The end
The Utility Indifference Price of the DefaultableBond in a Jump-Diffusion Model
Shuntai Hu Quan Yuan Baojun Bian
Department of MathematicsTongji University
2nd July, 2012
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The end
1 Introduction
2 Problem Formulation
3 Viscosity SolutionValue Function as Viscosity SolutionComparison Principle
4 Numerical Results
Shuntai Hu Indifference Price of the Defaultable Bond
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Credit Risk
The global financial tsunami triggered by the U.S. subprimemortgage crisis drives the world economy into recession. Today theEuropean debt crisis is getting more and more deteriorative, whichmakes the investors have no confidence in the national credit ofsovereign state. One of the main reasons resulting in all of these isthat the participants in financial markets lack enough awareness forcredit risk.
Credit Risk
Credit risk, an important component consisting of financial risks, isan investors risk of loss arising from counterparties who cant orwould not like to fulfill their obligations on time.
Shuntai Hu Indifference Price of the Defaultable Bond
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Credit Risk Models
Structural Model Merton(1974), Black and Cox(1976)
Shortcoming
Credit spread verges to zero in the limit of zero maturity.
Intensity-based Model Ramaswamy and Sundaresan(1986),Litterman and Iben(1991), Jarrow andTurnbull(1995).
Feature
Characterize credit risk as an exogenous stochastic impact, thusavoiding the aforementioned defect.
Shuntai Hu Indifference Price of the Defaultable Bond
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Financial Derivative Pricing
No-arbitrage Valuation: Black and Scholes(1973)
Shortcomings
The framework is unable to capture and explain highpremiums observed in credit derivatives markets for unlikelyevents.
Most credit derivatives markets are OTC. There are manyconstraints on transaction. Some assets are illiquid or evennon-tradable.
Shuntai Hu Indifference Price of the Defaultable Bond
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Financial Derivative Pricing
Utility Indifference Valuation: Hodges and Neuberger(1984)
Features
Take the risk aversion of investors into account.
The methodology is dependent on the optimal portfolio theory.
The methodology is raised from utility indifference theory ineconomics.
Principle
Whether or not to hold the derivative which is treated as anotherinvestment instrument produce two optimal portfolio problems.The profit tendency of rationaleconomic men makes utilities of theabove two selections equivalent, and the derivative price is derivedfrom solving the utility equivalence equation.
Shuntai Hu Indifference Price of the Defaultable Bond
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Related Literature
Leung, Sircar and Zariphopoulou(2007): Indifference valuationfor defaultable bonds. Structural model of Black-Cox-type.GBM. The term-structure of the yield spread. Comparisonwith the Black-Cox model in the complete markets
Liang and Jiang(2009): Indifference valuation for defaultablebonds. Default happening at the maturity and at thefirst-passage-time. Recovery rate.
Sircar and Zariphopoulou(2006): Indifference valuation forcredit derivatives in single and two-name cases.Intensity-based model.
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The end
Assumptions
Two investible assets in the market: risk-free asset and riskyasset
No transaction cost
Financing and shorting are forbidden.
The investor has a utility function.
Shuntai Hu Indifference Price of the Defaultable Bond
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Investible Assets
Risk-free asset
bank account BtdBtBt
= rdt
Risky asset
stock StdStSt
= µdt+ σdWt +
∫ ∞−1
zN(dt, dz)
µ is the drift coefficient.
Wt is standard Brownian motion.
N(dt, dz) = N(dt, dz)− v(dz)dt, N(dt, dz) is randomPoisson measure, and v(dz) is the corresponding Levymeasure.
Shuntai Hu Indifference Price of the Defaultable Bond
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Wealth
Wealth process
The investor’s wealth Xt and the self-financing trading strategyπt ∈ [0, 1]
dXt = πtXtdStSt
+ (1− πt)XtdBtBt
Discount wealth process
Xt = e−rtXt, µ = µ− r
dXt = µπtXtdt+ σπtXtdWt +
∫ ∞−1
πtXtzN(dt, dz)
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The end
Wealth
Wealth process
The investor’s wealth Xt and the self-financing trading strategyπt ∈ [0, 1]
dXt = πtXtdStSt
+ (1− πt)XtdBtBt
Discount wealth process
Xt = e−rtXt, µ = µ− r
dXt = µπtXtdt+ σπtXtdWt +
∫ ∞−1
πtXtzN(dt, dz)
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The end
Wealth
Wealth process
The investor’s wealth Xt and the self-financing trading strategyπt ∈ [0, 1]
dXt = πtXtdStSt
+ (1− πt)XtdBtBt
Discount wealth process
Xt = e−rtXt, µ = µ− r
dXt = µπtXtdt+ σπtXtdWt +
∫ ∞−1
πtXtzN(dt, dz)
Shuntai Hu Indifference Price of the Defaultable Bond
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Defaultable Bond
At the maturity time T <∞, the investor gets 1 Dollar if nodefault occurs, or 0 if default occurs.
The default time τ is the first jump time of an exogenousPoisson process. For simplicity, we assume τ is an exponentialrandom variable with parameter β.
The investor could choose whether or not to hold the bond inhis investing period.
Shuntai Hu Indifference Price of the Defaultable Bond
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Two Opportunities for Investment
Not holding the defaultable bond
The value function
M(t, x) = supπ(·)∈A
E [U(XT )|Xt = x]
Holding the defaultable bond
The value function
V (t, x) = supπ(·)∈A
E [U(Xt+τ )I0≤τ≤T−t + U(XT + 1)Iτ≥T−t|Xt = x]
(1)
= supπ(·)∈A
Et,x
[∫ T
te−β(s−t)βU(Xs)ds+ e−β(T−t)U(XT + 1)
](2)
Shuntai Hu Indifference Price of the Defaultable Bond
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Dynamic Programming Equations
Not holding bond∂M
∂t+ supπ∈[0,1]
{LπM + BπM} = 0, (t, x) ∈ [0, T )× (0,+∞)
M(T, x) = U(x), x ∈ (0,+∞)
Holding bond∂V
∂t+ supπ∈[0,1]
{LπV + BπV } − βV + βU = 0,
(t, x) ∈ [0, T )× (0,+∞)
M(T, x) = U(x+ 1), x ∈ (0,+∞)
(3)
Lπϕ =
(µ−
∫ ∞−1
zv(dz)
)πx∂ϕ
∂x+σ2
2π2x2
∂2ϕ
∂x2
Bπϕ =
∫ ∞−1
[ϕ(t, x(1 + πz)
)− V (t, x)
]v(dz)
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The Bond Price
If we can obtain the value functions M,V , then the utilityindifference price p0 of the defaultable bond is a solution of thefollowing equation
M(0, x) = V (0, x− p0)
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The endValue Function as Viscosity Solution Comparison Principle
Outline
1 Introduction
2 Problem Formulation
3 Viscosity SolutionValue Function as Viscosity SolutionComparison Principle
4 Numerical Results
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The endValue Function as Viscosity Solution Comparison Principle
Viscosity Solution
Consider the general nonlinear integro-differential parabolicequation
−∂u∂t
+ F (t, x, u,Bu,Du,D2u) = 0, (t, x) ∈ OT = (0, T )×O,
where
Bu =
∫RN
[u(t, x+ z)− u(t, x)] dpt,x(z).
In addition, an elliptical condition is assumed for F , u isquasi-monotone and decreasing in the nonlocal item Bu.
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The endValue Function as Viscosity Solution Comparison Principle
Viscosity Solution
Definition
u(t, x) is the viscosity subsolution(supersolution) of the aboveequation if u(t, x) is upper(lower)-semicontinuous and one of thefollowing equivalent items holds:
−q + F (t, x, u(t, x),Bu, p,X) ≤ 0(≥ 0), for∀(q, p,X) ∈ P 2,+
O (t, x)(P 2,−O (t, x)), where P 2,+
O , P 2,−O are the
parabolic semijets.
−∂φ∂t (t, x) + F
(t, x, u(t, x,Bφ,Dφ(t, x), D2φ(t, x)
)≤ 0(≥ 0),
for each smooth function φ such that u− φ has a localmaximum(resp., a minimum) at (t, x).
−∂φ∂t (t, x) + F
(t, x, u(t, x,Bφ,Dφ(t, x), D2φ(t, x)
)≤ 0(≥ 0),
for each smooth function φ such that u− φ has a global strictmaximum(resp., a minimum) at (t, x).
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The endValue Function as Viscosity Solution Comparison Principle
Value Function is Viscosity Solution
We mainly consider the equation (3) in the case of holding thedefaultable bond. Using the dynamic programming principle andIto lemma, we can prove the following theorem.
Theorem
Assume the value function defined by (1) is continuous, and thenit is a viscosity solution of the HJB equation (3).
The dynamic programming principle is as follows
V (t, x) = supπ(·)∈A
E
[∫ t+h
te−β(s−t)βU(Xs)ds+ e−βhV (t+ h,Xt+h)
],
for ∀0 < h < T − t.
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The endValue Function as Viscosity Solution Comparison Principle
Outline
1 Introduction
2 Problem Formulation
3 Viscosity SolutionValue Function as Viscosity SolutionComparison Principle
4 Numerical Results
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The endValue Function as Viscosity Solution Comparison Principle
Change Variable
For simplicity, we consider the Levy process as jump-diffusionprocess, i.e. v(dz) = λp(z)dz, where p(z) is the density functionof jump amplitude which satisfies
∫∞−1 zp(z)dz = κ. The utility
function U(x) = −e−γx, thus the value function is bounded.Let us make a change of variabley = lnx ∈ (−∞,+∞),W (t, y) = V (t, x), and now the HJBequation (3) becomes
∂W
∂t+H
(∂W
∂y,∂2W
∂y2,W
)− βW + βU(ey) = 0,
W (T, y) = U(ey + 1), y ∈ (−∞,+∞)
(4)
H(p,A,W ) = supπ∈[0,1]
{[(µ− λκ)π − σ2
2π2]p+
σ2
2π2A
+ λ
∫ ∞−1
[W (t, y + ln(1 + πz))−W (t, y)]p(z)dz
}Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The endValue Function as Viscosity Solution Comparison Principle
Comparison Principle
For equation (4), we can prove the following comparison principle.
Theorem
For density function of jump amplitude, we assumesupπ∈[0,1]
∫−1∞|ln(1 + πz)|2 p(z)dz <∞. If u, v are respectively
bounded viscosity subsolution and viscosity supersolution ofequation (3) such that u(T, y) ≤ v(T, y), then in [0, T )× R wealso have u(t, y) ≤ v(t, y).
Using the comparison principle, we can show that the valuefunction is the unique viscosity solution for equation (3).
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The end
Setup
The density function of jump amplitude of stock price
p(z) =1√
2π(1 + z)exp
{− ln2(1 + z)
2
}i.e. ln(1 + Z) has distribution N(0, z).
The utility function: U(x) = −e−γx
Parameters:
drift µ = 0.07volatility σ = 0.3intensity of Poisson process in jump-diffusion λ = 0.1risk aversion coefficient γ = 1default intensity β = 0.03
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The end
Value Function
The figure of the value function of not holding the defaultablebond:
Shuntai Hu Indifference Price of the Defaultable Bond
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Bond Price vs Risk Aversion
0.5 1 1.5 2 2.5 3 3.5 4 4.5 50.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Risk Aversion Coefficient γ
Bon
d P
rice
Bond price isdecreasing inthe risk aversioncoefficient.Intuitively, themore theinvestor aversethe credit risk,the lower thebond’s value isfor the investor.
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The end
Bond Price vs Default Intensity
0.01 0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1 0.110.84
0.86
0.88
0.9
0.92
0.94
0.96
0.98
1
1.02
Default Intensity β
Bon
d P
rice
Bond price isdecreasing in thedefault intensity.Intuitively, thelarger defaultintensitysuggests higherdefault risk.
Shuntai Hu Indifference Price of the Defaultable Bond
Outline Introduction Problem Formulation Viscosity Solution Numerical Results The end
Bond Price vs Volatility
0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 10.9505
0.9505
0.9505
0.9505
0.9505
0.9505
0.9505
0.9505
0.9505
0.9505
Volatility σ
Bon
d P
rice
Bond price is increasingin the volatility ofGBM. The larger σ,reflecting higher risk ofthe stock, makes theattraction of stockpoorer to investors. Inthe samecircumstances,investors prefer thebond to the stock, thusleading to a higherprice of the bond.
Shuntai Hu Indifference Price of the Defaultable Bond
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Shuntai Hu Indifference Price of the Defaultable Bond